Pandas Profiling Report

Dataset statistics

Number of variables	12
Number of observations	1000
Missing cells	980
Missing cells (%)	8.2%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	93.9 KiB
Average record size in memory	96.1 B

Variable types

Categorical	2
Boolean	1
Numeric	8
Unsupported	1

Alerts

`name` has a high cardinality: 869 distinct values	High cardinality
`pid` is highly overall correlated with `description`	High correlation
`modified_at` is highly overall correlated with `description`	High correlation
`num_tracks` is highly overall correlated with `num_albums` and 4 other fields	High correlation
`num_albums` is highly overall correlated with `num_tracks` and 4 other fields	High correlation
`num_followers` is highly overall correlated with `description`	High correlation
`num_edits` is highly overall correlated with `num_tracks` and 4 other fields	High correlation
`duration_ms` is highly overall correlated with `num_tracks` and 4 other fields	High correlation
`num_artists` is highly overall correlated with `num_tracks` and 4 other fields	High correlation
`collaborative` is highly overall correlated with `description`	High correlation
`description` is highly overall correlated with `pid` and 8 other fields	High correlation
`collaborative` is highly imbalanced (82.6%)	Imbalance
`description` has 980 (98.0%) missing values	Missing
`num_followers` is highly skewed (γ1 = 31.51365065)	Skewed
`name` is uniformly distributed	Uniform
`pid` is uniformly distributed	Uniform
`description` is uniformly distributed	Uniform
`pid` has unique values	Unique
`duration_ms` has unique values	Unique
`tracks` is an unsupported type, check if it needs cleaning or further analysis	Unsupported

Reproduction

Analysis started	2023-04-29 17:23:03.247474
Analysis finished	2023-04-29 17:23:10.324839
Duration	7.08 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

name
Categorical

HIGH CARDINALITY UNIFORM

Distinct	869
Distinct (%)	86.9%
Missing	0
Missing (%)	0.0%
Memory size	7.9 KiB

Country	17
country	6
Chill	6
rap	6
Worship	6
Other values (864)	959

Length

Max length	47
Median length	27
Mean length	7.819
Min length	2

Characters and Unicode

Total characters	7819
Distinct characters	106
Distinct categories	13 ?
Distinct scripts	3 ?
Distinct blocks	10 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	798 ?
Unique (%)	79.8%

Sample

1st row	Throwbacks
2nd row	Awesome Playlist
3rd row	korean
4th row	mat
5th row	90s

Common Values

Value	Count	Frequency (%)
Country	17	1.7%
country	6	0.6%
Chill	6	0.6%
rap	6	0.6%
Worship	6	0.6%
Rock	6	0.6%
Gospel	4	0.4%
oldies	4	0.4%
chill	4	0.4%
Wedding	4	0.4%
Other values (859)	937	93.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
country	35	2.4%
songs	34	2.3%
music	29	2.0%
chill	25	1.7%
summer	23	1.6%
party	21	1.4%
rock	20	1.4%
new	18	1.2%
my	18	1.2%
mix	17	1.2%
Other values (693)	1217	83.5%

Most occurring characters

Value	Count	Frequency (%)
e	530	6.8%
	528	6.8%
a	470	6.0%
o	462	5.9%
s	461	5.9%
i	449	5.7%
r	369	4.7%
t	363	4.6%
n	358	4.6%
l	336	4.3%
Other values (96)	3493	44.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	5750	73.5%
Uppercase Letter	1143	14.6%
Space Separator	528	6.8%
Decimal Number	238	3.0%
Other Punctuation	82	1.0%
Other Symbol	49	0.6%
Nonspacing Mark	8	0.1%
Math Symbol	6	0.1%
Close Punctuation	4	0.1%
Dash Punctuation	4	0.1%
Other values (3)	7	0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	530	9.2%
a	470	8.2%
o	462	8.0%
s	461	8.0%
i	449	7.8%
r	369	6.4%
t	363	6.3%
n	358	6.2%
l	336	5.8%
u	250	4.3%
Other values (18)	1702	29.6%

Uppercase Letter

Value	Count	Frequency (%)
C	111	9.7%
S	110	9.6%
R	85	7.4%
M	85	7.4%
T	76	6.6%
A	65	5.7%
P	62	5.4%
O	51	4.5%
D	49	4.3%
L	48	4.2%
Other values (15)	401	35.1%

Other Symbol

Value	Count	Frequency (%)
🔥	6	12.2%
😍	5	10.2%
⚡	4	8.2%
😈	3	6.1%
🌈	3	6.1%
🇲	3	6.1%
🇽	3	6.1%
°	2	4.1%
😻	2	4.1%
😭	2	4.1%
Other values (11)	16	32.7%

Decimal Number

Value	Count	Frequency (%)
0	68	28.6%
1	52	21.8%
2	48	20.2%
7	18	7.6%
6	17	7.1%
9	13	5.5%
4	7	2.9%
5	6	2.5%
3	5	2.1%
8	4	1.7%

Other Punctuation

Value	Count	Frequency (%)
'	26	31.7%
!	18	22.0%
.	17	20.7%
/	6	7.3%
&	6	7.3%
#	5	6.1%
*	3	3.7%
:	1	1.2%

Nonspacing Mark

Value	Count	Frequency (%)
️	5	62.5%
͡	2	25.0%
͜	1	12.5%

Modifier Symbol

Value	Count	Frequency (%)
🏼	1	33.3%
🏻	1	33.3%
🏽	1	33.3%

Math Symbol

Value	Count	Frequency (%)
~	4	66.7%
<	2	33.3%

Dash Punctuation

Value	Count	Frequency (%)
-	3	75.0%
–	1	25.0%

Space Separator

Value	Count	Frequency (%)
	528	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	4	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	3	100.0%

Currency Symbol

Value	Count	Frequency (%)
$	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	6893	88.2%
Common	918	11.7%
Inherited	8	0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	530	7.7%
a	470	6.8%
o	462	6.7%
s	461	6.7%
i	449	6.5%
r	369	5.4%
t	363	5.3%
n	358	5.2%
l	336	4.9%
u	250	3.6%
Other values (43)	2845	41.3%

Common

Value	Count	Frequency (%)
	528	57.5%
0	68	7.4%
1	52	5.7%
2	48	5.2%
'	26	2.8%
!	18	2.0%
7	18	2.0%
.	17	1.9%
6	17	1.9%
9	13	1.4%
Other values (40)	113	12.3%

Inherited

Value	Count	Frequency (%)
️	5	62.5%
͡	2	25.0%
͜	1	12.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7754	99.2%
None	30	0.4%
Emoticons	14	0.2%
Enclosed Alphanum Sup	6	0.1%
VS	5	0.1%
Misc Symbols	4	0.1%
Diacriticals	3	< 0.1%
Dingbats	1	< 0.1%
Punctuation	1	< 0.1%
IPA Ext	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	530	6.8%
	528	6.8%
a	470	6.1%
o	462	6.0%
s	461	5.9%
i	449	5.8%
r	369	4.8%
t	363	4.7%
n	358	4.6%
l	336	4.3%
Other values (66)	3428	44.2%

None

Value	Count	Frequency (%)
🔥	6	20.0%
🌈	3	10.0%
ñ	3	10.0%
°	2	6.7%
🎵	2	6.7%
💸	2	6.7%
🤤	2	6.7%
💛	2	6.7%
🖕	1	3.3%
🏼	1	3.3%
Other values (6)	6	20.0%

Emoticons

Value	Count	Frequency (%)
😍	5	35.7%
😈	3	21.4%
😻	2	14.3%
😭	2	14.3%
😴	2	14.3%

VS

Value	Count	Frequency (%)
️	5	100.0%

Misc Symbols

Value	Count	Frequency (%)
⚡	4	100.0%

Enclosed Alphanum Sup

Value	Count	Frequency (%)
🇲	3	50.0%
🇽	3	50.0%

Diacriticals

Value	Count	Frequency (%)
͡	2	66.7%
͜	1	33.3%

Dingbats

Value	Count	Frequency (%)
✔	1	100.0%

Punctuation

Value	Count	Frequency (%)
–	1	100.0%

IPA Ext

Value	Count	Frequency (%)
ʖ	1	100.0%

collaborative
Boolean

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	1.1 KiB

False	974
True	26

Common Values (Table)
Common Values (Plot)

Value	Count	Frequency (%)
False	974	97.4%
True	26	2.6%

pid
Real number (ℝ)

HIGH CORRELATION UNIFORM UNIQUE

Distinct	1000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	499.5

Minimum	0
Maximum	999
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	0
5-th percentile	49.95
Q1	249.75
median	499.5
Q3	749.25
95-th percentile	949.05
Maximum	999
Range	999
Interquartile range (IQR)	499.5

Descriptive statistics

Standard deviation	288.81944
Coefficient of variation (CV)	0.57821709
Kurtosis	-1.2
Mean	499.5
Median Absolute Deviation (MAD)	250
Skewness	0
Sum	499500
Variance	83416.667
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	0.1%
671	1	0.1%
658	1	0.1%
659	1	0.1%
660	1	0.1%
661	1	0.1%
662	1	0.1%
663	1	0.1%
664	1	0.1%
665	1	0.1%
Other values (990)	990	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.1%
1	1	0.1%
2	1	0.1%
3	1	0.1%
4	1	0.1%
5	1	0.1%
6	1	0.1%
7	1	0.1%
8	1	0.1%
9	1	0.1%

Value	Count	Frequency (%)
999	1	0.1%
998	1	0.1%
997	1	0.1%
996	1	0.1%
995	1	0.1%
994	1	0.1%
993	1	0.1%
992	1	0.1%
991	1	0.1%
990	1	0.1%

modified_at
Real number (ℝ)

Distinct	567
Distinct (%)	56.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.4762472 × 10⁹

Minimum	1.3226112 × 10⁹
Maximum	1.5094944 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	1.3226112 × 10⁹
5-th percentile	1.3931957 × 10⁹
Q1	1.459944 × 10⁹
median	1.491048 × 10⁹
Q3	1.5057792 × 10⁹
95-th percentile	1.5091488 × 10⁹
Maximum	1.5094944 × 10⁹
Range	1.868832 × 10⁸
Interquartile range (IQR)	45835200

Descriptive statistics

Standard deviation	37195674
Coefficient of variation (CV)	0.0251961
Kurtosis	1.0896679
Mean	1.4762472 × 10⁹
Median Absolute Deviation (MAD)	16804800
Skewness	-1.3395498
Sum	1.4762472 × 10¹²
Variance	1.3835182 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1509148800	17	1.7%
1509321600	15	1.5%
1509408000	12	1.2%
1508803200	11	1.1%
1509062400	11	1.1%
1509235200	11	1.1%
1508976000	9	0.9%
1508544000	9	0.9%
1508889600	9	0.9%
1508630400	8	0.8%
Other values (557)	888	88.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1322611200	1	0.1%
1340150400	1	0.1%
1346457600	1	0.1%
1348704000	1	0.1%
1359244800	1	0.1%
1365379200	1	0.1%
1365897600	1	0.1%
1366070400	1	0.1%
1366416000	1	0.1%
1366502400	1	0.1%

Value	Count	Frequency (%)
1509494400	4	0.4%
1509408000	12	1.2%
1509321600	15	1.5%
1509235200	11	1.1%
1509148800	17	1.7%
1509062400	11	1.1%
1508976000	9	0.9%
1508889600	9	0.9%
1508803200	11	1.1%
1508716800	5	0.5%

num_tracks
Real number (ℝ)

Distinct	205
Distinct (%)	20.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	67.503

Minimum	5
Maximum	245
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	5
5-th percentile	10
Q1	25
median	50
Q3	92.5
95-th percentile	189.05
Maximum	245
Range	240
Interquartile range (IQR)	67.5

Descriptive statistics

Standard deviation	55.00334
Coefficient of variation (CV)	0.81482807
Kurtosis	0.86649896
Mean	67.503
Median Absolute Deviation (MAD)	29
Skewness	1.2405833
Sum	67503
Variance	3025.3674
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18	20	2.0%
17	20	2.0%
24	18	1.8%
35	17	1.7%
10	16	1.6%
16	16	1.6%
22	15	1.5%
23	15	1.5%
19	15	1.5%
26	15	1.5%
Other values (195)	833	83.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5	8	0.8%
6	7	0.7%
7	5	0.5%
8	7	0.7%
9	8	0.8%
10	16	1.6%
11	6	0.6%
12	13	1.3%
13	7	0.7%
14	15	1.5%

Value	Count	Frequency (%)
245	2	0.2%
241	2	0.2%
240	1	0.1%
238	1	0.1%
236	1	0.1%
235	3	0.3%
234	1	0.1%
233	2	0.2%
229	1	0.1%
228	1	0.1%

num_albums
Real number (ℝ)

Distinct	165
Distinct (%)	16.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50.526

Minimum	2
Maximum	225
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	2
5-th percentile	8
Q1	19
median	38
Q3	70
95-th percentile	139.05
Maximum	225
Range	223
Interquartile range (IQR)	51

Descriptive statistics

Standard deviation	41.448997
Coefficient of variation (CV)	0.82034986
Kurtosis	1.4119599
Mean	50.526
Median Absolute Deviation (MAD)	22
Skewness	1.3342064
Sum	50526
Variance	1718.0193
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17	28	2.8%
15	26	2.6%
9	22	2.2%
16	21	2.1%
20	21	2.1%
12	19	1.9%
22	18	1.8%
21	18	1.8%
11	17	1.7%
42	16	1.6%
Other values (155)	794	79.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	0.1%
3	3	0.3%
4	8	0.8%
5	11	1.1%
6	12	1.2%
7	14	1.4%
8	9	0.9%
9	22	2.2%
10	14	1.4%
11	17	1.7%

Value	Count	Frequency (%)
225	1	0.1%
201	1	0.1%
200	1	0.1%
194	2	0.2%
193	1	0.1%
187	1	0.1%
183	2	0.2%
181	2	0.2%
180	2	0.2%
178	1	0.1%

num_followers
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	17
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.583

Minimum	1
Maximum	1038
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	1.25
95-th percentile	4
Maximum	1038
Range	1037
Interquartile range (IQR)	0.25

Descriptive statistics

Standard deviation	32.813501
Coefficient of variation (CV)	12.70364
Kurtosis	995.36643
Mean	2.583
Median Absolute Deviation (MAD)	0
Skewness	31.513651
Sum	2583
Variance	1076.7258
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
1	750	75.0%
2	138	13.8%
3	57	5.7%
4	24	2.4%
5	8	0.8%
6	6	0.6%
7	4	0.4%
8	3	0.3%
9	2	0.2%
18	1	0.1%
Other values (7)	7	0.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	750	75.0%
2	138	13.8%
3	57	5.7%
4	24	2.4%
5	8	0.8%
6	6	0.6%
7	4	0.4%
8	3	0.3%
9	2	0.2%
10	1	0.1%

Value	Count	Frequency (%)
1038	1	0.1%
22	1	0.1%
18	1	0.1%
17	1	0.1%
15	1	0.1%
13	1	0.1%
11	1	0.1%
10	1	0.1%
9	2	0.2%
8	3	0.3%

tracks
Unsupported

REJECTED UNSUPPORTED

Missing	0
Missing (%)	0.0%
Memory size	7.9 KiB

num_edits
Real number (ℝ)

Distinct	91
Distinct (%)	9.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.546

Minimum	2
Maximum	178
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	2
5-th percentile	2
Q1	4
median	10
Q3	22
95-th percentile	61.05
Maximum	178
Range	176
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	20.978751
Coefficient of variation (CV)	1.1956429
Kurtosis	8.5058089
Mean	17.546
Median Absolute Deviation (MAD)	7
Skewness	2.5383473
Sum	17546
Variance	440.10799
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	97	9.7%
3	90	9.0%
4	73	7.3%
5	66	6.6%
6	58	5.8%
7	41	4.1%
10	39	3.9%
8	39	3.9%
9	32	3.2%
14	29	2.9%
Other values (81)	436	43.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	97	9.7%
3	90	9.0%
4	73	7.3%
5	66	6.6%
6	58	5.8%
7	41	4.1%
8	39	3.9%
9	32	3.2%
10	39	3.9%
11	24	2.4%

Value	Count	Frequency (%)
178	1	0.1%
131	1	0.1%
129	1	0.1%
126	1	0.1%
125	1	0.1%
113	1	0.1%
102	1	0.1%
98	1	0.1%
97	1	0.1%
95	2	0.2%

duration_ms
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	1000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15740613

Minimum	1002971
Maximum	57817131
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	1002971
5-th percentile	2440969.5
Q1	5810389.8
median	11631165
Q3	21819152
95-th percentile	44448600
Maximum	57817131
Range	56814160
Interquartile range (IQR)	16008763

Descriptive statistics

Standard deviation	12905746
Coefficient of variation (CV)	0.81990111
Kurtosis	0.80759958
Mean	15740613
Median Absolute Deviation (MAD)	6916441
Skewness	1.2298439
Sum	1.5740613 × 10¹⁰
Variance	1.6655828 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11532414	1	0.1%
12802098	1	0.1%
17015069	1	0.1%
34378400	1	0.1%
19777780	1	0.1%
13099768	1	0.1%
49666604	1	0.1%
12167420	1	0.1%
4274978	1	0.1%
12627140	1	0.1%
Other values (990)	990	99.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1002971	1	0.1%
1004632	1	0.1%
1008292	1	0.1%
1009640	1	0.1%
1170598	1	0.1%
1185919	1	0.1%
1202613	1	0.1%
1207465	1	0.1%
1212478	1	0.1%
1384776	1	0.1%

Value	Count	Frequency (%)
57817131	1	0.1%
57648694	1	0.1%
56753582	1	0.1%
55676545	1	0.1%
55454339	1	0.1%
54799152	1	0.1%
54713205	1	0.1%
54634292	1	0.1%
54172588	1	0.1%
54136863	1	0.1%

num_artists
Real number (ℝ)

Distinct	130
Distinct (%)	13.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.746

Minimum	3
Maximum	175
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.9 KiB

Quantile statistics

Minimum	3
5-th percentile	5.95
Q1	16
median	30
Q3	53
95-th percentile	103.05
Maximum	175
Range	172
Interquartile range (IQR)	37

Descriptive statistics

Standard deviation	31.245091
Coefficient of variation (CV)	0.80640818
Kurtosis	2.1645569
Mean	38.746
Median Absolute Deviation (MAD)	17
Skewness	1.4368811
Sum	38746
Variance	976.25574
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15	27	2.7%
23	26	2.6%
17	25	2.5%
3	24	2.4%
16	24	2.4%
9	24	2.4%
12	22	2.2%
25	22	2.2%
10	21	2.1%
20	21	2.1%
Other values (120)	764	76.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	24	2.4%
4	11	1.1%
5	15	1.5%
6	20	2.0%
7	15	1.5%
8	16	1.6%
9	24	2.4%
10	21	2.1%
11	15	1.5%
12	22	2.2%

Value	Count	Frequency (%)
175	1	0.1%
172	1	0.1%
171	1	0.1%
167	1	0.1%
156	1	0.1%
155	1	0.1%
149	2	0.2%
148	2	0.2%
141	2	0.2%
140	2	0.2%

description
Categorical

HIGH CORRELATION MISSING UNIFORM

Distinct	20
Distinct (%)	100.0%
Missing	980
Missing (%)	98.0%
Memory size	7.9 KiB

Intense, high testosterone, ground-breaking, floor vibrating, adrenaline pumping EDM music. :>	1
songs that make me want to be better	1
The best from the movies	1
but actually electric, teenage songs	1
Just a big mix of music	1
Other values (15)	15

Length

Max length	97
Median length	29
Mean length	29.4
Min length	3

Characters and Unicode

Total characters	588
Distinct characters	41
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	20 ?
Unique (%)	100.0%

Sample

1st row	chilllll out
2nd row	uzi
3rd row	sit back and chill
4th row	el espanish trap.
5th row	roasty toasty in the holy ghosty

Common Values

Value	Count	Frequency (%)
Intense, high testosterone, ground-breaking, floor vibrating, adrenaline pumping EDM music. :>	1	0.1%
songs that make me want to be better	1	0.1%
The best from the movies	1	0.1%
but actually electric, teenage songs	1	0.1%
Just a big mix of music	1	0.1%
I listen to this at the moment. Try a couple songs from each artist to see how you like them.	1	0.1%
closeted hypochondriac	1	0.1%
Bumblebee Tuna	1	0.1%
Buenos Días Muchachos	1	0.1%
A little bit of everything	1	0.1%
Other values (10)	10	1.0%
(Missing)	980	98.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
the	4	4.0%
to	4	4.0%
a	3	3.0%
songs	3	3.0%
from	2	2.0%
of	2	2.0%
i	2	2.0%
music	2	2.0%
listen	2	2.0%
intense	1	1.0%
Other values (75)	75	75.0%

Most occurring characters

Value	Count	Frequency (%)
	80	13.6%
t	52	8.8%
e	51	8.7%
s	35	6.0%
o	35	6.0%
i	32	5.4%
n	30	5.1%
a	29	4.9%
h	26	4.4%
l	26	4.4%
Other values (31)	192	32.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	470	79.9%
Space Separator	80	13.6%
Other Punctuation	19	3.2%
Uppercase Letter	18	3.1%
Dash Punctuation	1	0.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	52	11.1%
e	51	10.9%
s	35	7.4%
o	35	7.4%
i	32	6.8%
n	30	6.4%
a	29	6.2%
h	26	5.5%
l	26	5.5%
r	25	5.3%
Other values (15)	129	27.4%

Uppercase Letter

Value	Count	Frequency (%)
I	4	22.2%
T	3	16.7%
M	2	11.1%
D	2	11.1%
B	2	11.1%
A	2	11.1%
E	1	5.6%
J	1	5.6%
W	1	5.6%

Other Punctuation

Value	Count	Frequency (%)
.	7	36.8%
,	5	26.3%
&	3	15.8%
;	3	15.8%
:	1	5.3%

Space Separator

Value	Count	Frequency (%)
	80	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	488	83.0%
Common	100	17.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	52	10.7%
e	51	10.5%
s	35	7.2%
o	35	7.2%
i	32	6.6%
n	30	6.1%
a	29	5.9%
h	26	5.3%
l	26	5.3%
r	25	5.1%
Other values (24)	147	30.1%

Common

Value	Count	Frequency (%)
	80	80.0%
.	7	7.0%
,	5	5.0%
&	3	3.0%
;	3	3.0%
:	1	1.0%
-	1	1.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	587	99.8%
None	1	0.2%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	80	13.6%
t	52	8.9%
e	51	8.7%
s	35	6.0%
o	35	6.0%
i	32	5.5%
n	30	5.1%
a	29	4.9%
h	26	4.4%
l	26	4.4%
Other values (30)	191	32.5%

None

Value	Count	Frequency (%)
í	1	100.0%

Auto

Heatmap
Table

	pid	modified_at	num_tracks	num_albums	num_followers	num_edits	duration_ms	num_artists	collaborative	description
pid	1.000	0.007	0.033	0.017	-0.029	-0.001	0.029	0.023	0.055	1.000
modified_at	0.007	1.000	0.230	0.274	0.088	0.334	0.220	0.256	0.000	1.000
num_tracks	0.033	0.230	1.000	0.906	0.200	0.604	0.991	0.844	0.000	1.000
num_albums	0.017	0.274	0.906	1.000	0.210	0.663	0.904	0.959	0.000	1.000
num_followers	-0.029	0.088	0.200	0.210	1.000	0.224	0.199	0.192	0.000	1.000
num_edits	-0.001	0.334	0.604	0.663	0.224	1.000	0.607	0.645	0.035	1.000
duration_ms	0.029	0.220	0.991	0.904	0.199	0.607	1.000	0.837	0.000	1.000
num_artists	0.023	0.256	0.844	0.959	0.192	0.645	0.837	1.000	0.033	1.000
collaborative	0.055	0.000	0.000	0.000	0.000	0.035	0.000	0.033	1.000	1.000
description	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	name	collaborative	pid	modified_at	num_tracks	num_albums	num_followers	tracks	num_edits	duration_ms	num_artists	description
0	Throwbacks	false	0	1493424000	52	47	1	[{'pos': 0, 'artist_name': 'Missy Elliott', 'track_uri': 'spotify:track:0UaMYEvWZi0ZqiDOoHU3YI', 'artist_uri': 'spotify:artist:2wIVse2owClT7go1WT98tk', 'track_name': 'Lose Control (feat. Ciara & Fat Man Scoop)', 'album_uri': 'spotify:album:6vV5UrXcfyQD1wu4Qo2I9K', 'duration_ms': 226863, 'album_name': 'The Cookbook'}, {'pos': 1, 'artist_name': 'Britney Spears', 'track_uri': 'spotify:track:6I9VzXrHxO9rA9A5euc8Ak', 'artist_uri': 'spotify:artist:26dSoYclwsYLMAKD3tpOr4', 'track_name': 'Toxic', 'album_uri': 'spotify:album:0z7pVBGOD7HCIB7S8eLkLI', 'duration_ms': 198800, 'album_name': 'In The Zone'}, {'pos': 2, 'artist_name': 'Beyoncé', 'track_uri': 'spotify:track:0WqIKmW4BTrj3eJFmnCKMv', 'artist_uri': 'spotify:artist:6vWDO969PvNqNYHIOW5v0m', 'track_name': 'Crazy In Love', 'album_uri': 'spotify:album:25hVFAxTlDvXbx2X2QkUkE', 'duration_ms': 235933, 'album_name': 'Dangerously In Love (Alben für die Ewigkeit)'}, {'pos': 3, 'artist_name': 'Justin Timberlake', 'track_uri': 'spotify:track:1AWQoqb9bSvzTjaLralEkT', 'artist_uri': 'spotify:artist:31TPClRtHm23RisEBtV3X7', 'track_name': 'Rock Your Body', 'album_uri': 'spotify:album:6QPkyl04rXwTGlGlcYaRoW', 'duration_ms': 267266, 'album_name': 'Justified'}, {'pos': 4, 'artist_name': 'Shaggy', 'track_uri': 'spotify:track:1lzr43nnXAijIGYnCT8M8H', 'artist_uri': 'spotify:artist:5EvFsr3kj42KNv97ZEnqij', 'track_name': 'It Wasn't Me', 'album_uri': 'spotify:album:6NmFmPX56pcLBOFMhIiKvF', 'duration_ms': 227600, 'album_name': 'Hot Shot'}, {'pos': 5, 'artist_name': 'Usher', 'track_uri': 'spotify:track:0XUfyU2QviPAs6bxSpXYG4', 'artist_uri': 'spotify:artist:23zg3TcAtWQy7J6upgbUnj', 'track_name': 'Yeah!', 'album_uri': 'spotify:album:0vO0b1AvY49CPQyVisJLj0', 'duration_ms': 250373, 'album_name': 'Confessions'}, {'pos': 6, 'artist_name': 'Usher', 'track_uri': 'spotify:track:68vgtRHr7iZHpzGpon6Jlo', 'artist_uri': 'spotify:artist:23zg3TcAtWQy7J6upgbUnj', 'track_name': 'My Boo', 'album_uri': 'spotify:album:1RM6MGv6bcl6NrAG8PGoZk', 'duration_ms': 223440, 'album_name': 'Confessions'}, {'pos': 7, 'artist_name': 'The Pussycat Dolls', 'track_uri': 'spotify:track:3BxWKCI06eQ5Od8TY2JBeA', 'artist_uri': 'spotify:artist:6wPhSqRtPu1UhRCDX5yaDJ', 'track_name': 'Buttons', 'album_uri': 'spotify:album:5x8e8UcCeOgrOzSnDGuPye', 'duration_ms': 225560, 'album_name': 'PCD'}, {'pos': 8, 'artist_name': 'Destiny's Child', 'track_uri': 'spotify:track:7H6ev70Weq6DdpZyyTmUXk', 'artist_uri': 'spotify:artist:1Y8cdNmUJH7yBTd9yOvr5i', 'track_name': 'Say My Name', 'album_uri': 'spotify:album:283NWqNsCA9GwVHrJk59CG', 'duration_ms': 271333, 'album_name': 'The Writing's On The Wall'}, {'pos': 9, 'artist_name': 'OutKast', 'track_uri': 'spotify:track:2PpruBYCo4H7WOBJ7Q2EwM', 'artist_uri': 'spotify:artist:1G9G7WwrXka3Z1r7aIDjI7', 'track_name': 'Hey Ya! - Radio Mix / Club Mix', 'album_uri': 'spotify:album:1UsmQ3bpJTyK6ygoOOjG1r', 'duration_ms': 235213, 'album_name': 'Speakerboxxx/The Love Below'}, {'pos': 10, 'artist_name': 'Nelly Furtado', 'track_uri': 'spotify:track:2gam98EZKrF9XuOkU13ApN', 'artist_uri': 'spotify:artist:2jw70GZXlAI8QzWeY2bgRc', 'track_name': 'Promiscuous', 'album_uri': 'spotify:album:2yboV2QBcVGEhcRlYuPpDT', 'duration_ms': 242293, 'album_name': 'Loose'}, {'pos': 11, 'artist_name': 'Jesse McCartney', 'track_uri': 'spotify:track:4Y45aqo9QMa57rDsAJv40A', 'artist_uri': 'spotify:artist:2Hjj68yyUPiC0HKEOigcEp', 'track_name': 'Right Where You Want Me - Radio Edit Version', 'album_uri': 'spotify:album:6022khQj4Fsvvse8f3A4lF', 'duration_ms': 211693, 'album_name': 'Right Where You Want Me'}, {'pos': 12, 'artist_name': 'Jesse McCartney', 'track_uri': 'spotify:track:1HwpWwa6bnqqRhK8agG4RS', 'artist_uri': 'spotify:artist:2Hjj68yyUPiC0HKEOigcEp', 'track_name': 'Beautiful Soul', 'album_uri': 'spotify:album:2gidE8vgVOkYufANjuvj3S', 'duration_ms': 214226, 'album_name': 'Beautiful Soul'}, {'pos': 13, 'artist_name': 'Jesse McCartney', 'track_uri': 'spotify:track:20ORwCJusz4KS2PbTPVNKo', 'artist_uri': 'spotify:artist:2Hjj68yyUPiC0HKEOigcEp', 'track_name': 'Leavin'', 'album_uri': 'spotify:album:2tDCfKFy2YW9N0IwNSRdOJ', 'duration_ms': 216880, 'album_name': 'Departure - Recharged'}, {'pos': 14, 'artist_name': 'Cassie', 'track_uri': 'spotify:track:7k6IzwMGpxnRghE7YosnXT', 'artist_uri': 'spotify:artist:27FGXRNruFoOdf1vP8dqcH', 'track_name': 'Me & U', 'album_uri': 'spotify:album:0j1qzjaJmsF1FkcICf3hRu', 'duration_ms': 192213, 'album_name': 'Cassie'}, {'pos': 15, 'artist_name': 'Omarion', 'track_uri': 'spotify:track:1Bv0Yl01xBDZD4OQP93fyl', 'artist_uri': 'spotify:artist:0f5nVCcR06GX8Qikz0COtT', 'track_name': 'Ice Box', 'album_uri': 'spotify:album:4cVVEOXyUaWo7vlDWIkKsI', 'duration_ms': 256426, 'album_name': '21'}, {'pos': 16, 'artist_name': 'Avril Lavigne', 'track_uri': 'spotify:track:4omisSlTk6Dsq2iQD7MA07', 'artist_uri': 'spotify:artist:0p4nmQO2msCgU4IF37Wi3j', 'track_name': 'Sk8er Boi', 'album_uri': 'spotify:album:7h6XeTzy0SRXDrFJeA9gO7', 'duration_ms': 204000, 'album_name': 'Let Go'}, {'pos': 17, 'artist_name': 'Chris Brown', 'track_uri': 'spotify:track:7xYnUQigPoIDAMPVK79NEq', 'artist_uri': 'spotify:artist:7bXgB6jMjp9ATFy66eO08Z', 'track_name': 'Run It!', 'album_uri': 'spotify:album:49gaz5rhWWgqCw61M9700v', 'duration_ms': 229866, 'album_name': 'Chris Brown'}, {'pos': 18, 'artist_name': 'Beyoncé', 'track_uri': 'spotify:track:6d8A5sAx9TfdeseDvfWNHd', 'artist_uri': 'spotify:artist:6vWDO969PvNqNYHIOW5v0m', 'track_name': 'Check On It - feat. 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Overview

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Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Symbol

Decimal Number

Other Punctuation

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Latin

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Inherited

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ASCII

None

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VS

Misc Symbols

Enclosed Alphanum Sup

Diacriticals

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Punctuation

IPA Ext

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Punctuation

Space Separator

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

None

Interactions

Correlations

Missing values

Sample